にゃんこまる：kei⛅️

Using LLMs on your Mac? dflash-mlx delivers a 4x increase in speed using block-diffusion speculative decoding. > Built from scratch on Metal for Apple Silicon. > Draft model proposes multiple tokens at once. > Target verifies the whole block in a single pass. > Accept the longest correct prefix. > Bit-identical output, up to 4x the throughput. > Every piece hand-rolled — hidden-state hooks, mixed-attention KV rollback, warm-path benchmarking. Macs just got a big upgrade for local AI!

AIで無くならない仕事ってなんだと思いますか？

🚨 A google engineer automated 80% of his work with claude code.. he now works 2-3 hours a day instead of 8 while the system runs itself as CEO of Antrhopic predicted in this video (there's few more insights btw) [ what blew my mind ]: the entire setup takes 15 minutes.. not weeks > one CLAUDE.md file based on karpathy's rules > claude stops breaking conventions (violations drop from 40% to 3%) > 27 specialized agents ready out of the box > a dotnet app checks gitlab every 15 minutes > claude reads issues, creates branches, pushes PRs automatically [ the part nobody's talking about ]: claude code v2.1.100 is silently inflating your tokens by 20,000 per request.. you can't even see it your instructions get diluted.. quality drops.. and you have no idea why fix: one command, 30 seconds [ and the craziest part ]: between you and full automation there are 3 commands and one markdown file most developers will never set this up.. not because it's hard, but because they think it is full breakdown with every step is here

🥷 Welcoming a new stealth model on OpenRouter: Elephant Alpha. Elephant is a 100B parameter instant model, matching SOTA performance of similar scale while being extremely token efficient. Strong at code completion, debugging, document processing, and lightweight agents.

Elon Musk thinks the entire education system is built on a broken assumption. That every student should learn the same thing. At the same speed. In the same order. At the same time. Musk: “Everyone goes through from like 5th grade to 6th grade to 7th grade like it’s an assembly line. But people are not objects on an assembly line.” The model was designed for a factory economy. Standardized inputs. Predictable outputs. That economy is gone. The assembly line is gone. But the education system still runs on its logic. A student who masters algebra in two weeks sits through eight more weeks because the calendar says so. A student who struggles gets dragged forward because the schedule doesn’t wait. Neither is being served. Both are being processed. Musk: “Allow people to progress at the fastest pace that they can or are interested in, in each subject.” AI doesn’t teach a classroom. It teaches a student. One at a time. Every time. It skips what a student already knows. It finds where they’re stuck and approaches it from a different angle. It adjusts in real time. Not at the end of a semester when the damage is already done. A student obsessed with basketball learns fractions through shooting percentages. A student who builds in Minecraft learns geometry through architecture. The subject doesn’t change. The entry point does. No teacher with thirty students can do this. Not because they lack skill. Because the math doesn’t work. AI doesn’t have that constraint. Musk: “You do not need to tell your kid to play video games. They will play video games on autopilot all day. So if you can make it interactive and engaging, then you can make education far more compelling.” The brain isn’t broken. The format is. Kids learn complex systems and strategic thinking for hours voluntarily. Then walk into a classroom and can’t focus for twenty minutes. That’s not a discipline problem. That’s a design problem. Musk: “A university education is often unnecessary. You probably learn the vast majority of what you’re going to learn there in the first two years. And most of it is from your classmates.” Four years. Six figures of debt. And the real value comes from the people sitting next to you. Not the institution charging you. The degree doesn’t certify knowledge. It certifies endurance. Musk: “If the goal is to start a company, I would say no point in finishing college.” The system was built to train employees. If you’re not trying to be one, it has nothing left to offer you. Every lecture. Every textbook. Every curriculum. Now available instantly. Personalized to any learner. Adapted to any pace. The question isn’t whether the old model survives. It’s how long we keep forcing students through it while the replacement already exists.

This is big. Really big. Scientists have just created a molecule that can store sunlight like a rechargeable battery. In a new study published in Science, researchers designed a pyrimidone based system that captures solar energy and locks it into a high energy form called Dewar pyrimidone. When exposed to UV light (~300 nm), the molecule undergoes photoisomerization, transforming into a strained structure that stores energy in its chemical bonds. What makes this powerful is that the energy can be stored for years and then released on demand as heat, simply by triggering the molecule with heat or an acid catalyst 👀 The system achieves an energy density of ~1.6 MJ/kg, which is nearly 2× higher than lithium-ion batteries. In experiments, the stored energy was strong enough to boil water in seconds, proving it’s not just theoretical. The molecule is also inspired by DNA chemistry, designed to be compact, stable, and even work in water-based environments. This is part of a growing field called Molecular Solar Thermal (MOST) energy storage, where the material itself acts as a solar battery. Instead of converting sunlight into electricity, it stores it directly as chemical energy. We’re starting to move toward a world where sunlight isn’t just used instantly.. but saved, transported, and released whenever we need it. Welcome to fastest accelerating SciTech Era ♥️

Japan has 9 million abandoned houses. By 2038, it's projected to be 1 in 3. Many of these sell for near-zero prices. The government covers 30–75% of renovation costs. Japan also places no restrictions on foreign property ownership, identical rights to citizens. Only a very specific profile would consider this. But there’s a lot of similarity to Italy's €1 home schemes, which were dismissed as gimmicks and are now attracting serious buyers to villages across Sicily and Sardinia. Japan's abandoned house market is a real entry point for people willing to look past the obvious. In Kyushu, you can also find move-in ready houses for $15,000–20,000 in towns with hot springs, fresh seafood, and Shinkansen access. I will be exploring later this year personally, but quality of life in Japan looks to be incredibly high. Is this one of the most overlooked property plays in Asia right now?